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eess.SY2022
Learning-Based Adaptive Control for Stochastic Linear Systems with Input Constraints
Seth Siriya, Jingge Zhu, Dragan Nešić +1
We propose a certainty-equivalence scheme for adaptive control of scalar linear systems subject to additive, i.i.d. Gaussian disturbances and bounded control input constraints, wit…
cs.RO2022
Safety-guaranteed trajectory planning and control based on GP estimation for unmanned surface vessels
Shuhao Zhang, Yujia Yang, Seth Siriya +1
We propose a safety-guaranteed planning and control framework for unmanned surface vessels (USVs), using Gaussian processes (GPs) to learn uncertainties. The uncertainties encounte…